The rise of artificial AI has spurred a significant debate regarding where processing should occur: on the unit itself (Edge AI) or in centralized cloud infrastructure (Cloud AI). Cloud AI delivers vast computational resources and extensive datasets for training complex models, facilitating sophisticated solutions such as large language models. How